{"id":"W4405043182","doi":"10.1182/blood-2024-209217","title":"FRAIL-HRU-AML: Impact of Frailty Assessment on Health Resource Utilization in Acute Myeloid Leukemia Patients: A Population-Based Study from Ontario, Canada","year":2024,"lang":"en","type":"article","venue":"Blood","topic":"Acute Myeloid Leukemia Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; Institute for Clinical Evaluative Sciences; Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Myeloid leukemia; Medicine; Leukemia; Population; Hematologic Neoplasms; Gerontology; Intensive care medicine; Immunology; Environmental health; Cancer; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006773081,0.000372754,0.000541068,0.001177421,0.002149768,0.001356822,0.001363457,0.0004590731,0.001915868],"category_scores_gemma":[0.001833836,0.0003695106,0.0007811375,0.005047401,0.0007203241,0.0004577123,0.001096979,0.0006217841,0.0002832772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02513606,"about_ca_system_score_gemma":0.02809345,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9895269,"about_ca_topic_score_gemma":0.9928745,"domain_scores_codex":[0.9990195,0.00005130851,0.00009338456,0.0001855589,0.0003261817,0.0003240059],"domain_scores_gemma":[0.9977823,0.00008208001,0.0006780022,0.0001049511,0.0007568408,0.0005958401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004047504,0.00001607176,0.9975191,0.00002922228,0.00003944622,0.00003699091,0.0003113469,0.00004860304,0.00006406546,0.00004612584,0.0007770038,0.00107156],"study_design_scores_gemma":[0.000009227873,0.0000147603,0.9986686,0.00002422429,0.00002082935,0.00003473058,0.0004176458,0.0001103987,0.00001682496,0.00001212955,0.0006647131,0.000006034498],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834713,0.0009360067,0.0001099823,0.0004536686,0.00001386903,0.0001115484,0.01299691,0.00001160433,0.001895122],"genre_scores_gemma":[0.9949021,0.0004840107,0.0001222461,0.0001677771,0.00001039613,0.00004833594,0.003655585,0.000004424923,0.0006050809],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02513606,"threshold_uncertainty_score":0.1823758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02933986054974613,"score_gpt":0.3437619648931933,"score_spread":0.3144221043434471,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}